{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "d6d24f33",
   "metadata": {},
   "source": [
    "# 准备工作"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "a4e1a29c",
   "metadata": {},
   "outputs": [],
   "source": [
    "from requests_html import HTMLSession\n",
    "import json\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "46de55e9",
   "metadata": {},
   "outputs": [],
   "source": [
    "\n",
    "url = \"https://apic.liepin.com/api/com.liepin.searchfront4c.pc-search-job\"\n",
    "payload = {\n",
    "    \"data\": {\n",
    "        \"mainSearchPcConditionForm\": {\n",
    "            \"city\": \"050020\",\n",
    "            \"dq\": \"050020\",\n",
    "            \"pubTime\": \"\",\n",
    "            \"currentPage\":1,\n",
    "            \"pageSize\": 40,\n",
    "            \"key\": \"产品经理\",\n",
    "            \"suggestTag\": \"\",\n",
    "            \"workYearCode\": \"0\",\n",
    "            \"compId\": \"\",\n",
    "            \"compName\": \"\",\n",
    "            \"compTag\": \"\",\n",
    "            \"industry\": \"\",\n",
    "            \"salary\": \"\",\n",
    "            \"jobKind\": \"\",\n",
    "            \"compScale\": \"\",\n",
    "            \"compKind\": \"\",\n",
    "            \"compStage\": \"\",\n",
    "            \"eduLevel\": \"\"\n",
    "        },\n",
    "        \"passThroughForm\": {\n",
    "            \"scene\": \"input\",\n",
    "            \"skId\": \"\",\n",
    "            \"fkId\": \"\",\n",
    "            \"ckId\": \"h2c8pxojavrmo1w785z7ueih2ybfpux8\",\n",
    "            \"suggest\": None\n",
    "        }\n",
    "    }\n",
    "}\n",
    "\n",
    "# create an HTML session using Requests-HTML\n",
    "session = HTMLSession()\n",
    "\n",
    "# set the headers\n",
    "headers = {\n",
    "    'Accept': 'application/json, text/plain, */*',\n",
    "    'Accept-Encoding': 'gzip, deflate, br',\n",
    "    'Accept-Language': 'zh-CN,zh;q=0.9',\n",
    "    'Cache-Control': 'no-cache',\n",
    "    'Connection': 'keep-alive',\n",
    "    'Content-Length': '412',\n",
    "    'Content-Type': 'application/json;charset=UTF-8;',\n",
    "    'Cookie': 'inited_user=cf1617b489506e1c05ec3579b9442ddd; __gc_id=a7c0ecf1d08840c1bb83a081931d2f79; __uuid=1680244880414.03; XSRF-TOKEN=fEFv1iDfRcCltzPJTltpHg; _ga=GA1.1.50669235.1682058801; __tlog=1682058865899.80%7C00000000%7C00000000%7Cs_o_007%7Cs_o_007; Hm_lvt_a2647413544f5a04f00da7eee0d5e200=1680244882,1682058867; UniqueKey=40719fae50dd806441344312b1f2ca2b; liepin_login_valid=0; lt_auth=6O8MbyFQnVj57STf3GNb4akZht%2BgV2nL9HsP0RhRhdG6XKaw4P%2FmQgqGrbMA%2BioIqx59Ja8zMLb2N%2Bj7wHdJ60Ub%2FlGnlZ6utf6k0HsCUeZmJ8W2vezHg%2FXUQp0lnEAA8nJbpEIL%2BVzO; access_system=C; user_roles=0; user_photo=5f8fa3bc8dbe6273dcf85e5e08u.png; user_name=%E9%83%91%E7%A7%8B%E7%8F%8D; need_bind_tel=false; new_user=false; c_flag=e3ad47dc0137ea28d99d002eec8317a5; inited_user=cf1617b489506e1c05ec3579b9442ddd; imClientId=0a4a6b7509c526636c850e2750d0a23b; imId=0a4a6b7509c52663bbbf42f1dd8ed06d; imClientId_0=0a4a6b7509c526636c850e2750d0a23b; imId_0=0a4a6b7509c52663bbbf42f1dd8ed06d; imApp_0=1; Hm_lpvt_a2647413544f5a04f00da7eee0d5e200=1682059598; fe_im_opened_pages=_1682059605554; fe_im_socketSequence_new_0=2_2_2; __session_seq=9; __uv_seq=9; _ga_54YTJKWN86=GS1.1.1682058801.1.1.1682059993.0.0.0; fe_im_connectJson_0=%7B%220_40719fae50dd806441344312b1f2ca2b%22%3A%7B%22socketConnect%22%3A%222%22%2C%22connectDomain%22%3A%22liepin.com%22%7D%7D',\n",
    "    'Origin': 'https://www.liepin.com',\n",
    "    'Pragma': 'no-cache',\n",
    "    'Referer': 'https://www.liepin.com/',\n",
    "    'sec-ch-ua': '\"Google Chrome\";v=\"111\", \"Not(A:Brand\";v=\"8\", \"Chromium\";v=\"111\"',\n",
    "    'sec-ch-ua-mobile': '?0',\n",
    "    'sec-ch-ua-platform': '\"macOS\"',\n",
    "    'Sec-Fetch-Dest': 'empty',\n",
    "    'Sec-Fetch-Mode': 'cors',\n",
    "    'Sec-Fetch-Site': 'same-site',\n",
    "    'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/112.0.0.0 Safari/537.36 Edg/112.0.1722.48',\n",
    "    'X-Client-Type': 'web',\n",
    "    'X-Fscp-Bi-Stat': '{\"location\": \"https://www.liepin.com/zhaopin/?inputFrom=www_index&workYearCode=0&key=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&scene=input&ckId=htihov8m2frxgy6ywo2wsg2gncnydzlb&dq=\"}',\n",
    "    'X-Fscp-Fe-Version': '',\n",
    "    'X-Fscp-Std-Info': '{\"client_id\": \"40108\"}',\n",
    "    'X-Fscp-Trace-Id': 'ae807f07-ae9a-4226-9479-2429a553f954',\n",
    "    'X-Fscp-Version': '1.1',\n",
    "    'X-Requested-With': 'XMLHttpRequest',\n",
    "    'X-XSRF-TOKEN': 'fEFv1iDfRcCltzPJTltpHg'\n",
    "}"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f0cf8bdb",
   "metadata": {},
   "source": [
    "# 获取单页面数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "852466b5",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'flag': 1, 'data': {'data': {'jobCardList': [{'dataInfo': '%7B%22jobId%22%3A%2240209551%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%221%22%2C%22d_curPage%22%3A%221%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'job': {'labels': ['金融产品'], 'jobId': '40209551', 'salary': '8-20k', 'dq': '广州', 'jobKind': '2', 'topJob': False, 'title': '金融产品经理', 'refreshTime': '20230404132849', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=1&d_pageSize=40&d_headId=null&d_posi=0&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=1&pageSize=40&index=0', 'pcOuterLink': '', 'h5OuterLink': '', 'link': 'https://www.liepin.com/job/1940209551.shtml', 'advViewFlag': False, 'requireEduLevel': '统招本科', 'requireWorkYears': '经验不限'}, 'recruiter': {'recruiterName': '谢先生', 'recruiterTitle': '', 'recruiterId': 'b7b40e6c60ce3f83edfb03140d359c64', 'chatted': False, 'imId': 'b7b0d28a0fa67da1f4067025f1d6ce6f', 'imUserType': '2', 'recruiterPhoto': '5f8f986c79c7cc70efbf36c808u.jpg'}, 'dataParams': '{\"jobId\":\"40209551\",\"recruiterName\":\"谢先生\",\"jobKind\":\"2\",\"imId\":\"b7b0d28a0fa67da1f4067025f1d6ce6f\",\"imUserType\":\"2\",\"userId\":\"b7b40e6c60ce3f83edfb03140d359c64\",\"recruiterPhoto\":\"5f8f986c79c7cc70efbf36c808u.jpg\"}', 'comp': {'compStage': '港股上市', 'compLogo': '60ab7b474005a2070875f99702u.png', 'compId': 9874217, 'compName': '广发证券股份有限公司广州分公司', 'link': 'https://www.liepin.com/company/9874217/', 'compScale': '2000-5000人', 'compIndustry': '基金/证券/期货'}}, {'dataInfo': '%7B%22jobId%22%3A%2239692293%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%221%22%2C%22d_curPage%22%3A%221%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'job': {'labels': ['金融产品'], 'jobId': '39692293', 'salary': '10-25k', 'dq': '广州', 'jobKind': '2', 'topJob': False, 'title': '金融产品经理（荔湾）', 'refreshTime': '20230420134556', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=1&d_pageSize=40&d_headId=null&d_posi=1&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=1&pageSize=40&index=1', 'pcOuterLink': '', 'h5OuterLink': '', 'link': 'https://www.liepin.com/job/1939692293.shtml', 'advViewFlag': False, 'requireEduLevel': '本科', 'requireWorkYears': '经验不限'}, 'recruiter': {'recruiterName': '李女士', 'recruiterTitle': '', 'recruiterId': '9d9295f7a1f638c6236e426b5716e306', 'chatted': False, 'imId': 'a1326b4aa031c190160bef405ccde8ba', 'imUserType': '2', 'recruiterPhoto': '5f8f9865ea60860b75384fa508u.jpg'}, 'dataParams': '{\"jobId\":\"39692293\",\"recruiterName\":\"李女士\",\"jobKind\":\"2\",\"imId\":\"a1326b4aa031c190160bef405ccde8ba\",\"imUserType\":\"2\",\"userId\":\"9d9295f7a1f638c6236e426b5716e306\",\"recruiterPhoto\":\"5f8f9865ea60860b75384fa508u.jpg\"}', 'comp': {'compStage': '港股上市', 'compLogo': '60ab7b474005a2070875f99702u.png', 'compId': 9874217, 'compName': '广发证券股份有限公司广州分公司', 'link': 'https://www.liepin.com/company/9874217/', 'compScale': '2000-5000人', 'compIndustry': '基金/证券/期货'}}, {'dataInfo': '%7B%22jobId%22%3A%2256880719%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%221%22%2C%22d_curPage%22%3A%221%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'job': {'labels': ['产品研发', '售后精品', '汽车周边', '产品管理'], 'jobId': '56880719', 'salary': '20-24k·15薪', 'dq': '广州-海珠区', 'jobKind': '2', 'topJob': False, 'title': '综合产品经理', 'refreshTime': '20230312214411', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=1&d_pageSize=40&d_headId=null&d_posi=2&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=1&pageSize=40&index=2', 'pcOuterLink': '', 'h5OuterLink': '', 'link': 'https://www.liepin.com/job/1956880719.shtml', 'advViewFlag': False, 'requireEduLevel': '本科', 'requireWorkYears': '经验不限'}, 'recruiter': {'recruiterName': '齐先生', 'recruiterTitle': '产品部负责人', 'recruiterId': '2d5b7f3f9079eb1510d3dc2c58900bee', 'chatted': False, 'imId': '0c36a1c214fef01084fd6902234556e6', 'imUserType': '2', 'recruiterPhoto': '640aef4747903463b532bd2c01u.png'}, 'dataParams': '{\"jobId\":\"56880719\",\"recruiterName\":\"齐先生\",\"jobKind\":\"2\",\"imId\":\"0c36a1c214fef01084fd6902234556e6\",\"imUserType\":\"2\",\"userId\":\"2d5b7f3f9079eb1510d3dc2c58900bee\",\"recruiterPhoto\":\"640aef4747903463b532bd2c01u.png\"}', 'comp': {'compStage': 'B轮', 'compLogo': '634e43cd5f9dbd49324c45d307u.png', 'compId': 13304915, 'compName': '超境汽车', 'link': 'https://www.liepin.com/company/13304915/', 'compScale': '100-499人', 'compIndustry': '整车制造'}}, {'dataInfo': '%7B%22jobId%22%3A%2257774837%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%221%22%2C%22d_curPage%22%3A%221%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'job': {'labels': ['证券类'], 'jobId': '57774837', 'salary': '95-190k', 'dq': '广州-越秀区', 'jobKind': '2', 'topJob': False, 'title': '金融产品经理', 'refreshTime': '20230413144105', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=1&d_pageSize=40&d_headId=null&d_posi=3&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=1&pageSize=40&index=3', 'pcOuterLink': '', 'h5OuterLink': '', 'link': 'https://www.liepin.com/job/1957774837.shtml', 'advViewFlag': False, 'requireEduLevel': '本科', 'requireWorkYears': '经验不限'}, 'recruiter': {'recruiterName': '赵先生', 'recruiterTitle': '主管', 'recruiterId': '2d0de3bc235cbab3fc2fe9bd357df766', 'chatted': False, 'imId': '1e5498df4dce42a25d79fdba0a3967fa', 'imUserType': '2', 'recruiterPhoto': '5f8f986c79c7cc70efbf36c808u.jpg'}, 'dataParams': '{\"jobId\":\"57774837\",\"recruiterName\":\"赵先生\",\"jobKind\":\"2\",\"imId\":\"1e5498df4dce42a25d79fdba0a3967fa\",\"imUserType\":\"2\",\"userId\":\"2d0de3bc235cbab3fc2fe9bd357df766\",\"recruiterPhoto\":\"5f8f986c79c7cc70efbf36c808u.jpg\"}', 'comp': {'compStage': '已上市', 'compLogo': '5bfea33774719d2aa34c7eb903a.png', 'compId': 1421537, 'compName': '广发证券', 'link': 'https://www.liepin.com/company/1421537/', 'compScale': '5000-10000人', 'compIndustry': '基金/证券/期货'}}, {'dataInfo': '%7B%22jobId%22%3A%2256178225%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%221%22%2C%22d_curPage%22%3A%221%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'job': {'labels': ['AI人工智能产品', '增长产品', '电子/半导体/集成电路', '人工智能', '科研/技术服务', '制造业', '竞品分析', '需求调研', '市场调研', '需求分析'], 'jobId': '56178225', 'salary': '20-30k·15薪', 'dq': '广州-黄埔区', 'jobKind': '2', 'topJob': False, 'title': '工业软件类产品经理', 'refreshTime': '20230421144646', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=1&d_pageSize=40&d_headId=null&d_posi=4&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=1&pageSize=40&index=4', 'pcOuterLink': '', 'h5OuterLink': 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'%7B%22jobId%22%3A%2249302939%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%221%22%2C%22d_curPage%22%3A%221%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'job': {'labels': ['新生儿科', '临床', '护理', '护理类医疗设备'], 'jobId': '49302939', 'salary': '15-25k', 'dq': '广州', 'jobKind': '2', 'topJob': False, 'title': '产品经理', 'refreshTime': '20220428110907', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=1&d_pageSize=40&d_headId=null&d_posi=34&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=1&pageSize=40&index=34', 'pcOuterLink': '', 'h5OuterLink': '', 'link': 'https://www.liepin.com/job/1949302939.shtml', 'advViewFlag': False, 'requireEduLevel': '本科', 'requireWorkYears': '经验不限'}, 'recruiter': {'recruiterName': '陈先生', 'recruiterTitle': '战略总监', 'recruiterId': '459ba3d5db567f7d944b94091d59af12', 'chatted': False, 'imId': '7d674eab3dfcccae2530c42b38a6feab', 'imUserType': '2', 'recruiterPhoto': '626a051e85a210193f705c4303u.png'}, 'dataParams': '{\"jobId\":\"49302939\",\"recruiterName\":\"陈先生\",\"jobKind\":\"2\",\"imId\":\"7d674eab3dfcccae2530c42b38a6feab\",\"imUserType\":\"2\",\"userId\":\"459ba3d5db567f7d944b94091d59af12\",\"recruiterPhoto\":\"626a051e85a210193f705c4303u.png\"}', 'comp': {'compLogo': '5bfe9c1e74719df0ac9a26b903a.png', 'compId': 7898956, 'compName': '深圳市科曼医疗设备有限公司', 'link': 'https://www.liepin.com/company/7898956/', 'compScale': '2000-5000人', 'compIndustry': '医疗器械'}}, {'dataInfo': 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'requireEduLevel': '统招本科', 'requireWorkYears': '经验不限'}, 'recruiter': {'recruiterName': '李女士', 'recruiterTitle': '', 'recruiterId': '669e5f90772d8c1feb368512b0f92d2f', 'chatted': False, 'imId': '02e35f2a08b9fc5c3fdfd48a60fa880f', 'imUserType': '2', 'recruiterPhoto': '5f8f9865ea60860b75384fa508u.jpg'}, 'dataParams': '{\"jobId\":\"53924103\",\"recruiterName\":\"李女士\",\"jobKind\":\"2\",\"imId\":\"02e35f2a08b9fc5c3fdfd48a60fa880f\",\"imUserType\":\"2\",\"userId\":\"669e5f90772d8c1feb368512b0f92d2f\",\"recruiterPhoto\":\"5f8f9865ea60860b75384fa508u.jpg\"}', 'comp': {'compStage': '港股上市', 'compLogo': '60ab7b474005a2070875f99702u.png', 'compId': 9874217, 'compName': '广发证券股份有限公司广州分公司', 'link': 'https://www.liepin.com/company/9874217/', 'compScale': '2000-5000人', 'compIndustry': '基金/证券/期货'}}, {'dataInfo': 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'advViewFlag': False, 'requireEduLevel': '本科', 'requireWorkYears': '经验不限'}, 'recruiter': {'recruiterName': '曾先生', 'recruiterTitle': '产品总监', 'recruiterId': '2163b67679c30c9e978371017cab98df', 'chatted': False, 'imId': '620a8f9c7cea1534b0b324cf6014f601', 'imUserType': '2', 'recruiterPhoto': '5f8f98698dbe6273dcf8516008u.jpg'}, 'dataParams': '{\"jobId\":\"50819475\",\"recruiterName\":\"曾先生\",\"jobKind\":\"2\",\"imId\":\"620a8f9c7cea1534b0b324cf6014f601\",\"imUserType\":\"2\",\"userId\":\"2163b67679c30c9e978371017cab98df\",\"recruiterPhoto\":\"5f8f98698dbe6273dcf8516008u.jpg\"}', 'comp': {'compStage': '天使轮', 'compLogo': '62539bd454fa06672bd3111f05u.jpg', 'compId': 13185809, 'compName': '惠龙邦', 'link': 'https://www.liepin.com/company/13185809/', 'compScale': '1-49人', 'compIndustry': '科技金融'}}, {'dataInfo': '%7B%22jobId%22%3A%2254470799%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%221%22%2C%22d_curPage%22%3A%221%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'job': {'labels': ['产品规划'], 'jobId': '54470799', 'salary': '15-20k', 'dq': '广州-白云区', 'jobKind': '2', 'topJob': False, 'title': '产品策划经理', 'refreshTime': '20221126193855', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=1&d_pageSize=40&d_headId=null&d_posi=37&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=1&pageSize=40&index=37', 'pcOuterLink': '', 'h5OuterLink': '', 'link': 'https://www.liepin.com/job/1954470799.shtml', 'advViewFlag': False, 'requireEduLevel': '统招本科', 'requireWorkYears': '经验不限'}, 'recruiter': {'recruiterName': '赵先生', 'recruiterTitle': 'HRBP', 'recruiterId': 'de463aab8b07bb8a0c3300b787802c45', 'chatted': False, 'imId': '6250aaca3ec943b478efc05f67c8e059', 'imUserType': '2', 'recruiterPhoto': '5f8f986bdfb13a7dee342f2108u.jpg'}, 'dataParams': '{\"jobId\":\"54470799\",\"recruiterName\":\"赵先生\",\"jobKind\":\"2\",\"imId\":\"6250aaca3ec943b478efc05f67c8e059\",\"imUserType\":\"2\",\"userId\":\"de463aab8b07bb8a0c3300b787802c45\",\"recruiterPhoto\":\"5f8f986bdfb13a7dee342f2108u.jpg\"}', 'comp': {'compLogo': '6166904c0270aa179ab212c001u.png', 'compId': 7943190, 'compName': '东呈集团', 'link': 'https://www.liepin.com/company/7943190/', 'compScale': '10000人以上', 'compIndustry': '酒店/民宿'}}, {'dataInfo': 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'requireEduLevel': '本科', 'requireWorkYears': '经验不限'}, 'recruiter': {'recruiterName': '郑先生', 'recruiterTitle': '产品经理', 'recruiterId': 'bf206d9899a4e0531bbbd5314febbce1', 'chatted': False, 'imId': '431186eac4296abce030375514342674', 'imUserType': '2', 'recruiterPhoto': '5f8f986bdfb13a7dee342f2108u.jpg'}, 'dataParams': '{\"jobId\":\"24843993\",\"recruiterName\":\"郑先生\",\"jobKind\":\"2\",\"imId\":\"431186eac4296abce030375514342674\",\"imUserType\":\"2\",\"userId\":\"bf206d9899a4e0531bbbd5314febbce1\",\"recruiterPhoto\":\"5f8f986bdfb13a7dee342f2108u.jpg\"}', 'comp': {'compLogo': '61b07937d0458d53c627567e02u.jpg', 'compId': 10260679, 'compName': '广州新视野化妆品有限公司', 'link': 'https://www.liepin.com/company/10260679/', 'compScale': '1-49人', 'compIndustry': '批发/零售'}}, {'dataInfo': '%7B%22jobId%22%3A%2232939013%22%2C%22ckId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22fkId%22%3A%22h2c8pxojavrmo1w785z7ueih2ybfpux8%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22jobKind%22%3A%222%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%221%22%2C%22d_curPage%22%3A%221%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D', 'job': {'labels': ['saas'], 'jobId': '32939013', 'salary': '10-20k', 'dq': '广州-黄埔区', 'jobKind': '2', 'topJob': False, 'title': '产品经理（合伙人）', 'refreshTime': '20211018160909', 'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=1&d_pageSize=40&d_headId=null&d_posi=39&skId=h2c8pxojavrmo1w785z7ueih2ybfpux8&fkId=h2c8pxojavrmo1w785z7ueih2ybfpux8&ckId=h2c8pxojavrmo1w785z7ueih2ybfpux8&sfrom=search_job_pc&curPage=1&pageSize=40&index=39', 'pcOuterLink': '', 'h5OuterLink': '', 'link': 'https://www.liepin.com/job/1932939013.shtml', 'advViewFlag': False, 'requireEduLevel': '统招本科', 'requireWorkYears': '经验不限'}, 'recruiter': {'recruiterName': '王先生', 'recruiterTitle': '合伙人', 'recruiterId': 'cd7ad3180b3da658793aa6e6534d8619', 'chatted': False, 'imId': '5f3473079fe7d907dfb6df235db455f2', 'imUserType': '2', 'recruiterPhoto': '5f8f986c79c7cc70efbf36c808u.jpg'}, 'dataParams': '{\"jobId\":\"32939013\",\"recruiterName\":\"王先生\",\"jobKind\":\"2\",\"imId\":\"5f3473079fe7d907dfb6df235db455f2\",\"imUserType\":\"2\",\"userId\":\"cd7ad3180b3da658793aa6e6534d8619\",\"recruiterPhoto\":\"5f8f986c79c7cc70efbf36c808u.jpg\"}', 'comp': {'compLogo': '61b07937d0458d53c627567e02u.jpg', 'compId': 12244247, 'compName': '广州数方网络科技有限公司', 'link': 'https://www.liepin.com/company/12244247/', 'compScale': '1-49人', 'compIndustry': '培训服务'}}], 'compList': []}, 'pagination': {'currentPage': 1, 'totalPage': 20, 'pageSize': 40, 'totalCounts': 800, 'hasNext': False}, 'passThroughData': {'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'scene': 'input', 'skId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'fkId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8', 'sfrom': 'search_job_pc'}}}\n"
     ]
    }
   ],
   "source": [
    "# send a POST request with headers\n",
    "r = session.post(url, data=json.dumps(payload), headers=headers)\n",
    "\n",
    "# extract the JSON data from the response\n",
    "response_data = r.json()\n",
    "\n",
    "# example: print the number of job postings returned\n",
    "print(response_data)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "15841682",
   "metadata": {},
   "source": [
    "# 创建翻页数据"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "f1b47104",
   "metadata": {},
   "outputs": [],
   "source": [
    "import copy"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "52bbd728",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 0,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 1,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 2,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 3,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 4,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 5,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 6,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 7,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 8,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 9,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 10,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 11,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 12,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 13,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 14,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 15,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 16,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 17,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 18,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 19,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}},\n",
       " {'data': {'mainSearchPcConditionForm': {'city': '050020',\n",
       "    'dq': '050020',\n",
       "    'pubTime': '',\n",
       "    'currentPage': 20,\n",
       "    'pageSize': 40,\n",
       "    'key': '产品经理',\n",
       "    'suggestTag': '',\n",
       "    'workYearCode': '0',\n",
       "    'compId': '',\n",
       "    'compName': '',\n",
       "    'compTag': '',\n",
       "    'industry': '',\n",
       "    'salary': '',\n",
       "    'jobKind': '',\n",
       "    'compScale': '',\n",
       "    'compKind': '',\n",
       "    'compStage': '',\n",
       "    'eduLevel': ''},\n",
       "   'passThroughForm': {'scene': 'input',\n",
       "    'skId': '',\n",
       "    'fkId': '',\n",
       "    'ckId': 'h2c8pxojavrmo1w785z7ueih2ybfpux8',\n",
       "    'suggest': None}}}]"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "payload_page = [] \n",
    "for i in range(21):\n",
    "    payload_new = copy.deepcopy(payload)\n",
    "    payload_new['data']['mainSearchPcConditionForm']['currentPage']=i\n",
    "    payload_page.append(payload_new)\n",
    "payload_page"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "30aae021",
   "metadata": {},
   "outputs": [
    {
     "ename": "KeyError",
     "evalue": "'jobCardList'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-28-f86ec2a2c092>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      6\u001b[0m     \u001b[0mresponse_data\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mr\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mjson\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      7\u001b[0m     \u001b[1;31m# example: print the number of job postings returned\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 8\u001b[1;33m     \u001b[0mdf\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mpd\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mjson_normalize\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mresponse_data\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'data'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'data'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'jobCardList'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      9\u001b[0m     \u001b[0mresponse_df\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mappend\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mdf\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m     10\u001b[0m \u001b[0mresponse_df\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mKeyError\u001b[0m: 'jobCardList'"
     ]
    }
   ],
   "source": [
    "response_df = []\n",
    "for i in payload_page:\n",
    "    # send a POST request with headers\n",
    "    r = session.post(url, data=json.dumps(i), headers=headers)\n",
    "    # extract the JSON data from the response\n",
    "    response_data = r.json()\n",
    "    # example: print the number of job postings returned\n",
    "    df = pd.json_normalize(response_data['data']['data']['jobCardList'])\n",
    "    response_df.append(df)\n",
    "response_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "611268f6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "20"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(response_df)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "1c5c65a6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    .dataframe tbody tr th {\n",
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       "        text-align: right;\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>dataParams</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.compId</th>\n",
       "      <th>comp.compLogo</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>comp.link</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.topJob</th>\n",
       "      <th>...</th>\n",
       "      <th>recruiter.recruiterId</th>\n",
       "      <th>recruiter.chatted</th>\n",
       "      <th>recruiter.imId</th>\n",
       "      <th>recruiter.imUserType</th>\n",
       "      <th>recruiter.recruiterName</th>\n",
       "      <th>recruiter.recruiterTitle</th>\n",
       "      <th>recruiter.recruiterPhoto</th>\n",
       "      <th>comp.compStage</th>\n",
       "      <th>job.requireEduLevel</th>\n",
       "      <th>job.requireWorkYears</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>job.title</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2022校招-营销中心-产品经理助理</th>\n",
       "      <td>%7B%22as_from%22%3A%22search_prime%22%2C%22job...</td>\n",
       "      <td>{\"jobId\":\"47544603\",\"userId\":\"f194b22457f2070e...</td>\n",
       "      <td>泰邦生物集团</td>\n",
       "      <td>制药</td>\n",
       "      <td>9803471.0</td>\n",
       "      <td>5da02d450c1585184590d96f08u.png</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>https://www.liepin.com/company/9803471/</td>\n",
       "      <td>[本科]</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>f194b22457f2070ef1c68874fefd88f0</td>\n",
       "      <td>False</td>\n",
       "      <td>24464779696ae1f3c1bd2b3e9fec8144</td>\n",
       "      <td>2</td>\n",
       "      <td>胡先生</td>\n",
       "      <td>招聘主管</td>\n",
       "      <td>5f8f986c79c7cc70efbf36c808u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2023届提前批-产品经理 (MJ012344)</th>\n",
       "      <td>%7B%22as_from%22%3A%22search_prime%22%2C%22job...</td>\n",
       "      <td>{\"jobId\":\"57974857\",\"userId\":\"25f6b1ac52e73017...</td>\n",
       "      <td>广联达</td>\n",
       "      <td>互联网</td>\n",
       "      <td>693385.0</td>\n",
       "      <td>5bfe954674719dc6ed7416af03a.png</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>https://www.liepin.com/company/693385/</td>\n",
       "      <td>[本科, 产品设计, 用户研究, 产品规划]</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>25f6b1ac52e7301746c75814fc02784c</td>\n",
       "      <td>False</td>\n",
       "      <td>4424dbbb847efb7bd9f9b108068c7fc3</td>\n",
       "      <td>2</td>\n",
       "      <td>张先生</td>\n",
       "      <td>招聘经理/主管</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>已上市</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>人力资源数据产品经理</th>\n",
       "      <td>%7B%22as_from%22%3A%22search_prime%22%2C%22job...</td>\n",
       "      <td>{\"jobId\":\"57191493\",\"userId\":\"c8b040414c97595a...</td>\n",
       "      <td>广发证券</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>1421537.0</td>\n",
       "      <td>5bfea33774719d2aa34c7eb903a.png</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>https://www.liepin.com/company/1421537/</td>\n",
       "      <td>[硕士, 后台产品, 金融行业, 产品规划, 需求分析, 产品设计, 产品优化, to B]</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>c8b040414c97595a274a08c89b7442b4</td>\n",
       "      <td>False</td>\n",
       "      <td>80b8e48c629e0b0704612e645251413c</td>\n",
       "      <td>2</td>\n",
       "      <td>饶先生</td>\n",
       "      <td>招聘经理</td>\n",
       "      <td>5f8f986c79c7cc70efbf36c808u.jpg</td>\n",
       "      <td>已上市</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>互联网学习平台产品经理</th>\n",
       "      <td>%7B%22as_from%22%3A%22search_prime%22%2C%22job...</td>\n",
       "      <td>{\"jobId\":\"57061851\",\"userId\":\"c8b040414c97595a...</td>\n",
       "      <td>广发证券</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>1421537.0</td>\n",
       "      <td>5bfea33774719d2aa34c7eb903a.png</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>https://www.liepin.com/company/1421537/</td>\n",
       "      <td>[硕士, 内容产品, 金融行业, to G, 需求分析]</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>c8b040414c97595a274a08c89b7442b4</td>\n",
       "      <td>False</td>\n",
       "      <td>80b8e48c629e0b0704612e645251413c</td>\n",
       "      <td>2</td>\n",
       "      <td>饶先生</td>\n",
       "      <td>招聘经理</td>\n",
       "      <td>5f8f986c79c7cc70efbf36c808u.jpg</td>\n",
       "      <td>已上市</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>光器件产品经理</th>\n",
       "      <td>%7B%22as_from%22%3A%22search_prime%22%2C%22job...</td>\n",
       "      <td>{\"jobId\":\"56924959\",\"userId\":\"8d160b6be5afbb63...</td>\n",
       "      <td>高勘(广州)技术有限公司</td>\n",
       "      <td>通信设备</td>\n",
       "      <td>12753371.0</td>\n",
       "      <td>61aeb56ca53a6d21af3c33ed04u.png</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>https://www.liepin.com/company/12753371/</td>\n",
       "      <td>[硕士, 数据产品, 用户研究, 团队管理]</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>8d160b6be5afbb63202b01fa8633e46c</td>\n",
       "      <td>False</td>\n",
       "      <td>3338a96140162a1413f41eedf071201e</td>\n",
       "      <td>2</td>\n",
       "      <td>陈女士</td>\n",
       "      <td></td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>A轮</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>产品经理-安全方向（广州）(J11694)</th>\n",
       "      <td>%7B%22jobId%22%3A%2255763181%22%2C%22ckId%22%3...</td>\n",
       "      <td>{\"jobId\":\"55763181\",\"recruiterName\":\"谭女士\",\"job...</td>\n",
       "      <td>建信金融科技有限责任公司</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>9749905.0</td>\n",
       "      <td>62d900a5068a783307d8850402u.png</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>https://www.liepin.com/company/9749905/</td>\n",
       "      <td>[安全产品, 需求管理, 团队管理, 产品设计]</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>425c4ebdbee0453e66ce3b2014455cb9</td>\n",
       "      <td>False</td>\n",
       "      <td>2879a93a141a991dd1ab17cab7c5f1ad</td>\n",
       "      <td>2</td>\n",
       "      <td>谭女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>本科</td>\n",
       "      <td>3-5年</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>产品经理</th>\n",
       "      <td>%7B%22jobId%22%3A%2243066789%22%2C%22ckId%22%3...</td>\n",
       "      <td>{\"jobId\":\"43066789\",\"recruiterName\":\"黎先生\",\"job...</td>\n",
       "      <td>某安防公司</td>\n",
       "      <td>智能安防</td>\n",
       "      <td>NaN</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>100-499人</td>\n",
       "      <td></td>\n",
       "      <td>[]</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>8b3d08baae34b6ce32673941a4fb8bc6</td>\n",
       "      <td>False</td>\n",
       "      <td>a75b25f528b30730337193710fe42056</td>\n",
       "      <td>2</td>\n",
       "      <td>黎先生</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>5fc838b87d6477448762618c01u.png</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>本科及以上</td>\n",
       "      <td>3-5年</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>产品经理</th>\n",
       "      <td>%7B%22jobId%22%3A%2243773655%22%2C%22ckId%22%3...</td>\n",
       "      <td>{\"jobId\":\"43773655\",\"recruiterName\":\"李女士\",\"job...</td>\n",
       "      <td>某国内制药公司</td>\n",
       "      <td>制药</td>\n",
       "      <td>NaN</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>100-499人</td>\n",
       "      <td></td>\n",
       "      <td>[]</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>7ce77a824e1b312a4f998cd52ca0257a</td>\n",
       "      <td>False</td>\n",
       "      <td>0168b7090abcfb8e5d887c62117912b0</td>\n",
       "      <td>2</td>\n",
       "      <td>李女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>5f8fa3bddfb13a7dee343d7608u.png</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>5-10年</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>物联网产品经理</th>\n",
       "      <td>%7B%22jobId%22%3A%2257777369%22%2C%22ckId%22%3...</td>\n",
       "      <td>{\"jobId\":\"57777369\",\"recruiterName\":\"赵女士\",\"job...</td>\n",
       "      <td>越亮传奇</td>\n",
       "      <td>互联网</td>\n",
       "      <td>1327734.0</td>\n",
       "      <td>5bfe9c5774719df0ac9a31bc03a.png</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>https://www.liepin.com/company/1327734/</td>\n",
       "      <td>[计算机软件]</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>e8745aba1f44ddd621b2f8f304de3409</td>\n",
       "      <td>False</td>\n",
       "      <td>3b37f6bb027ba58b78f5885b11a76839</td>\n",
       "      <td>2</td>\n",
       "      <td>赵女士</td>\n",
       "      <td>人力资源专员</td>\n",
       "      <td>54d1e761712e7147fd8062c902c.jpg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>3-5年</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>照明产品经理</th>\n",
       "      <td>%7B%22jobId%22%3A%2257209449%22%2C%22ckId%22%3...</td>\n",
       "      <td>{\"jobId\":\"57209449\",\"recruiterName\":\"谭先生\",\"job...</td>\n",
       "      <td>泰容亿科技</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>13450471.0</td>\n",
       "      <td>6407f5d3a62c5e5a8dcc4aeb06u.png</td>\n",
       "      <td></td>\n",
       "      <td>https://www.liepin.com/company/13450471/</td>\n",
       "      <td>[竞品分析, 战略规划咨询, 消费者研究]</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>482d5a8bdcbf0b5931990edb605ae190</td>\n",
       "      <td>False</td>\n",
       "      <td>74319f538e9a62649a60b5cc1b6a8566</td>\n",
       "      <td>2</td>\n",
       "      <td>谭先生</td>\n",
       "      <td>照明产品总监</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>本科</td>\n",
       "      <td>3-5年</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>800 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                                   dataInfo  \\\n",
       "job.title                                                                     \n",
       "2022校招-营销中心-产品经理助理        %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       "2023届提前批-产品经理 (MJ012344)  %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       "人力资源数据产品经理                %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       "互联网学习平台产品经理               %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       "光器件产品经理                   %7B%22as_from%22%3A%22search_prime%22%2C%22job...   \n",
       "...                                                                     ...   \n",
       "产品经理-安全方向（广州）(J11694)     %7B%22jobId%22%3A%2255763181%22%2C%22ckId%22%3...   \n",
       "产品经理                      %7B%22jobId%22%3A%2243066789%22%2C%22ckId%22%3...   \n",
       "产品经理                      %7B%22jobId%22%3A%2243773655%22%2C%22ckId%22%3...   \n",
       "物联网产品经理                   %7B%22jobId%22%3A%2257777369%22%2C%22ckId%22%3...   \n",
       "照明产品经理                    %7B%22jobId%22%3A%2257209449%22%2C%22ckId%22%3...   \n",
       "\n",
       "                                                                 dataParams  \\\n",
       "job.title                                                                     \n",
       "2022校招-营销中心-产品经理助理        {\"jobId\":\"47544603\",\"userId\":\"f194b22457f2070e...   \n",
       "2023届提前批-产品经理 (MJ012344)  {\"jobId\":\"57974857\",\"userId\":\"25f6b1ac52e73017...   \n",
       "人力资源数据产品经理                {\"jobId\":\"57191493\",\"userId\":\"c8b040414c97595a...   \n",
       "互联网学习平台产品经理               {\"jobId\":\"57061851\",\"userId\":\"c8b040414c97595a...   \n",
       "光器件产品经理                   {\"jobId\":\"56924959\",\"userId\":\"8d160b6be5afbb63...   \n",
       "...                                                                     ...   \n",
       "产品经理-安全方向（广州）(J11694)     {\"jobId\":\"55763181\",\"recruiterName\":\"谭女士\",\"job...   \n",
       "产品经理                      {\"jobId\":\"43066789\",\"recruiterName\":\"黎先生\",\"job...   \n",
       "产品经理                      {\"jobId\":\"43773655\",\"recruiterName\":\"李女士\",\"job...   \n",
       "物联网产品经理                   {\"jobId\":\"57777369\",\"recruiterName\":\"赵女士\",\"job...   \n",
       "照明产品经理                    {\"jobId\":\"57209449\",\"recruiterName\":\"谭先生\",\"job...   \n",
       "\n",
       "                         comp.compName comp.compIndustry  comp.compId  \\\n",
       "job.title                                                               \n",
       "2022校招-营销中心-产品经理助理              泰邦生物集团                制药    9803471.0   \n",
       "2023届提前批-产品经理 (MJ012344)           广联达               互联网     693385.0   \n",
       "人力资源数据产品经理                        广发证券          基金/证券/期货    1421537.0   \n",
       "互联网学习平台产品经理                       广发证券          基金/证券/期货    1421537.0   \n",
       "光器件产品经理                   高勘(广州)技术有限公司              通信设备   12753371.0   \n",
       "...                                ...               ...          ...   \n",
       "产品经理-安全方向（广州）(J11694)     建信金融科技有限责任公司             计算机软件    9749905.0   \n",
       "产品经理                             某安防公司              智能安防          NaN   \n",
       "产品经理                           某国内制药公司                制药          NaN   \n",
       "物联网产品经理                           越亮传奇               互联网    1327734.0   \n",
       "照明产品经理                           泰容亿科技              电子商务   13450471.0   \n",
       "\n",
       "                                            comp.compLogo comp.compScale  \\\n",
       "job.title                                                                  \n",
       "2022校招-营销中心-产品经理助理        5da02d450c1585184590d96f08u.png     1000-2000人   \n",
       "2023届提前批-产品经理 (MJ012344)  5bfe954674719dc6ed7416af03a.png     2000-5000人   \n",
       "人力资源数据产品经理                5bfea33774719d2aa34c7eb903a.png    5000-10000人   \n",
       "互联网学习平台产品经理               5bfea33774719d2aa34c7eb903a.png    5000-10000人   \n",
       "光器件产品经理                   61aeb56ca53a6d21af3c33ed04u.png         50-99人   \n",
       "...                                                   ...            ...   \n",
       "产品经理-安全方向（广州）(J11694)     62d900a5068a783307d8850402u.png    5000-10000人   \n",
       "产品经理                      60e2fe0bf3df194a3c48adb502u.png       100-499人   \n",
       "产品经理                      60e2fe0bf3df194a3c48adb502u.png       100-499人   \n",
       "物联网产品经理                   5bfe9c5774719df0ac9a31bc03a.png       500-999人   \n",
       "照明产品经理                    6407f5d3a62c5e5a8dcc4aeb06u.png                  \n",
       "\n",
       "                                                         comp.link  \\\n",
       "job.title                                                            \n",
       "2022校招-营销中心-产品经理助理         https://www.liepin.com/company/9803471/   \n",
       "2023届提前批-产品经理 (MJ012344)    https://www.liepin.com/company/693385/   \n",
       "人力资源数据产品经理                 https://www.liepin.com/company/1421537/   \n",
       "互联网学习平台产品经理                https://www.liepin.com/company/1421537/   \n",
       "光器件产品经理                   https://www.liepin.com/company/12753371/   \n",
       "...                                                            ...   \n",
       "产品经理-安全方向（广州）(J11694)      https://www.liepin.com/company/9749905/   \n",
       "产品经理                                                                 \n",
       "产品经理                                                                 \n",
       "物联网产品经理                    https://www.liepin.com/company/1327734/   \n",
       "照明产品经理                    https://www.liepin.com/company/13450471/   \n",
       "\n",
       "                                                              job.labels  \\\n",
       "job.title                                                                  \n",
       "2022校招-营销中心-产品经理助理                                                  [本科]   \n",
       "2023届提前批-产品经理 (MJ012344)                          [本科, 产品设计, 用户研究, 产品规划]   \n",
       "人力资源数据产品经理                [硕士, 后台产品, 金融行业, 产品规划, 需求分析, 产品设计, 产品优化, to B]   \n",
       "互联网学习平台产品经理                                 [硕士, 内容产品, 金融行业, to G, 需求分析]   \n",
       "光器件产品经理                                           [硕士, 数据产品, 用户研究, 团队管理]   \n",
       "...                                                                  ...   \n",
       "产品经理-安全方向（广州）(J11694)                           [安全产品, 需求管理, 团队管理, 产品设计]   \n",
       "产品经理                                                                  []   \n",
       "产品经理                                                                  []   \n",
       "物联网产品经理                                                          [计算机软件]   \n",
       "照明产品经理                                             [竞品分析, 战略规划咨询, 消费者研究]   \n",
       "\n",
       "                          job.topJob  ...             recruiter.recruiterId  \\\n",
       "job.title                             ...                                     \n",
       "2022校招-营销中心-产品经理助理             False  ...  f194b22457f2070ef1c68874fefd88f0   \n",
       "2023届提前批-产品经理 (MJ012344)       False  ...  25f6b1ac52e7301746c75814fc02784c   \n",
       "人力资源数据产品经理                     False  ...  c8b040414c97595a274a08c89b7442b4   \n",
       "互联网学习平台产品经理                    False  ...  c8b040414c97595a274a08c89b7442b4   \n",
       "光器件产品经理                        False  ...  8d160b6be5afbb63202b01fa8633e46c   \n",
       "...                              ...  ...                               ...   \n",
       "产品经理-安全方向（广州）(J11694)          False  ...  425c4ebdbee0453e66ce3b2014455cb9   \n",
       "产品经理                           False  ...  8b3d08baae34b6ce32673941a4fb8bc6   \n",
       "产品经理                           False  ...  7ce77a824e1b312a4f998cd52ca0257a   \n",
       "物联网产品经理                        False  ...  e8745aba1f44ddd621b2f8f304de3409   \n",
       "照明产品经理                         False  ...  482d5a8bdcbf0b5931990edb605ae190   \n",
       "\n",
       "                         recruiter.chatted                    recruiter.imId  \\\n",
       "job.title                                                                      \n",
       "2022校招-营销中心-产品经理助理                   False  24464779696ae1f3c1bd2b3e9fec8144   \n",
       "2023届提前批-产品经理 (MJ012344)             False  4424dbbb847efb7bd9f9b108068c7fc3   \n",
       "人力资源数据产品经理                           False  80b8e48c629e0b0704612e645251413c   \n",
       "互联网学习平台产品经理                          False  80b8e48c629e0b0704612e645251413c   \n",
       "光器件产品经理                              False  3338a96140162a1413f41eedf071201e   \n",
       "...                                    ...                               ...   \n",
       "产品经理-安全方向（广州）(J11694)                False  2879a93a141a991dd1ab17cab7c5f1ad   \n",
       "产品经理                                 False  a75b25f528b30730337193710fe42056   \n",
       "产品经理                                 False  0168b7090abcfb8e5d887c62117912b0   \n",
       "物联网产品经理                              False  3b37f6bb027ba58b78f5885b11a76839   \n",
       "照明产品经理                               False  74319f538e9a62649a60b5cc1b6a8566   \n",
       "\n",
       "                         recruiter.imUserType recruiter.recruiterName  \\\n",
       "job.title                                                               \n",
       "2022校招-营销中心-产品经理助理                          2                     胡先生   \n",
       "2023届提前批-产品经理 (MJ012344)                    2                     张先生   \n",
       "人力资源数据产品经理                                  2                     饶先生   \n",
       "互联网学习平台产品经理                                 2                     饶先生   \n",
       "光器件产品经理                                     2                     陈女士   \n",
       "...                                       ...                     ...   \n",
       "产品经理-安全方向（广州）(J11694)                       2                     谭女士   \n",
       "产品经理                                        2                     黎先生   \n",
       "产品经理                                        2                     李女士   \n",
       "物联网产品经理                                     2                     赵女士   \n",
       "照明产品经理                                      2                     谭先生   \n",
       "\n",
       "                          recruiter.recruiterTitle  \\\n",
       "job.title                                            \n",
       "2022校招-营销中心-产品经理助理                            招聘主管   \n",
       "2023届提前批-产品经理 (MJ012344)                   招聘经理/主管   \n",
       "人力资源数据产品经理                                    招聘经理   \n",
       "互联网学习平台产品经理                                   招聘经理   \n",
       "光器件产品经理                                              \n",
       "...                                            ...   \n",
       "产品经理-安全方向（广州）(J11694)                           HR   \n",
       "产品经理                                          猎头顾问   \n",
       "产品经理                                          猎头顾问   \n",
       "物联网产品经理                                     人力资源专员   \n",
       "照明产品经理                                      照明产品总监   \n",
       "\n",
       "                                 recruiter.recruiterPhoto comp.compStage  \\\n",
       "job.title                                                                  \n",
       "2022校招-营销中心-产品经理助理        5f8f986c79c7cc70efbf36c808u.jpg            NaN   \n",
       "2023届提前批-产品经理 (MJ012344)  5f8f9868f6d1ab58476f24a008u.jpg            已上市   \n",
       "人力资源数据产品经理                5f8f986c79c7cc70efbf36c808u.jpg            已上市   \n",
       "互联网学习平台产品经理               5f8f986c79c7cc70efbf36c808u.jpg            已上市   \n",
       "光器件产品经理                   5f8f98648dbe6273dcf8515508u.jpg             A轮   \n",
       "...                                                   ...            ...   \n",
       "产品经理-安全方向（广州）(J11694)     5f8f9865ea60860b75384fa508u.jpg            NaN   \n",
       "产品经理                      5fc838b87d6477448762618c01u.png          融资未公开   \n",
       "产品经理                      5f8fa3bddfb13a7dee343d7608u.png          融资未公开   \n",
       "物联网产品经理                   54d1e761712e7147fd8062c902c.jpg            NaN   \n",
       "照明产品经理                    5f8f9868f6d1ab58476f24a008u.jpg            NaN   \n",
       "\n",
       "                         job.requireEduLevel job.requireWorkYears  \n",
       "job.title                                                          \n",
       "2022校招-营销中心-产品经理助理                       NaN                  NaN  \n",
       "2023届提前批-产品经理 (MJ012344)                 NaN                  NaN  \n",
       "人力资源数据产品经理                               NaN                  NaN  \n",
       "互联网学习平台产品经理                              NaN                  NaN  \n",
       "光器件产品经理                                  NaN                  NaN  \n",
       "...                                      ...                  ...  \n",
       "产品经理-安全方向（广州）(J11694)                     本科                 3-5年  \n",
       "产品经理                                   本科及以上                 3-5年  \n",
       "产品经理                                    统招本科                5-10年  \n",
       "物联网产品经理                                 统招本科                 3-5年  \n",
       "照明产品经理                                    本科                 3-5年  \n",
       "\n",
       "[800 rows x 31 columns]"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_产品经理_广州 = pd.concat(response_df).set_index('job.title')\n",
    "df_产品经理_广州"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7b5cea6e",
   "metadata": {},
   "source": [
    "# 数据分析\n",
    "## 1.职位分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c74e4ca6",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "51ef812f",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 40 entries, 0 to 39\n",
      "Data columns (total 31 columns):\n",
      " #   Column                    Non-Null Count  Dtype  \n",
      "---  ------                    --------------  -----  \n",
      " 0   dataInfo                  40 non-null     object \n",
      " 1   dataParams                40 non-null     object \n",
      " 2   job.labels                40 non-null     object \n",
      " 3   job.jobId                 40 non-null     object \n",
      " 4   job.salary                40 non-null     object \n",
      " 5   job.dq                    40 non-null     object \n",
      " 6   job.jobKind               40 non-null     object \n",
      " 7   job.topJob                40 non-null     bool   \n",
      " 8   job.title                 40 non-null     object \n",
      " 9   job.refreshTime           40 non-null     object \n",
      " 10  job.dataPromId            40 non-null     object \n",
      " 11  job.link                  40 non-null     object \n",
      " 12  job.advViewFlag           40 non-null     bool   \n",
      " 13  job.requireEduLevel       40 non-null     object \n",
      " 14  job.requireWorkYears      40 non-null     object \n",
      " 15  recruiter.recruiterName   40 non-null     object \n",
      " 16  recruiter.recruiterTitle  40 non-null     object \n",
      " 17  recruiter.recruiterId     40 non-null     object \n",
      " 18  recruiter.chatted         40 non-null     bool   \n",
      " 19  recruiter.imId            40 non-null     object \n",
      " 20  recruiter.imUserType      40 non-null     object \n",
      " 21  recruiter.recruiterPhoto  40 non-null     object \n",
      " 22  comp.compStage            24 non-null     object \n",
      " 23  comp.compLogo             40 non-null     object \n",
      " 24  comp.compName             40 non-null     object \n",
      " 25  comp.link                 40 non-null     object \n",
      " 26  comp.compScale            40 non-null     object \n",
      " 27  comp.compIndustry         39 non-null     object \n",
      " 28  job.pcOuterLink           18 non-null     object \n",
      " 29  job.h5OuterLink           18 non-null     object \n",
      " 30  comp.compId               18 non-null     float64\n",
      "dtypes: bool(3), float64(1), object(27)\n",
      "memory usage: 9.0+ KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "9fc74dd8",
   "metadata": {},
   "outputs": [
    {
     "ename": "KeyError",
     "evalue": "'job.title'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[1;32mD:\\Program Files\\anaconda3\\lib\\site-packages\\pandas\\core\\indexes\\base.py\u001b[0m in \u001b[0;36mget_loc\u001b[1;34m(self, key, method, tolerance)\u001b[0m\n\u001b[0;32m   3079\u001b[0m             \u001b[1;32mtry\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 3080\u001b[1;33m                 \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_engine\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcasted_key\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   3081\u001b[0m             \u001b[1;32mexcept\u001b[0m \u001b[0mKeyError\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0merr\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mpandas\\_libs\\index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[1;34m()\u001b[0m\n",
      "\u001b[1;32mpandas\\_libs\\index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[1;34m()\u001b[0m\n",
      "\u001b[1;32mpandas\\_libs\\hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[1;34m()\u001b[0m\n",
      "\u001b[1;32mpandas\\_libs\\hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[1;34m()\u001b[0m\n",
      "\u001b[1;31mKeyError\u001b[0m: 'job.title'",
      "\nThe above exception was the direct cause of the following exception:\n",
      "\u001b[1;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-29-4d0f0d9b591c>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[1;32m----> 1\u001b[1;33m \u001b[0mdf_产品经理_广州\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m'job.title'\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mvalue_counts\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m",
      "\u001b[1;32mD:\\Program Files\\anaconda3\\lib\\site-packages\\pandas\\core\\frame.py\u001b[0m in \u001b[0;36m__getitem__\u001b[1;34m(self, key)\u001b[0m\n\u001b[0;32m   3022\u001b[0m             \u001b[1;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mnlevels\u001b[0m \u001b[1;33m>\u001b[0m \u001b[1;36m1\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   3023\u001b[0m                 \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_getitem_multilevel\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 3024\u001b[1;33m             \u001b[0mindexer\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   3025\u001b[0m             \u001b[1;32mif\u001b[0m \u001b[0mis_integer\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mindexer\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   3026\u001b[0m                 \u001b[0mindexer\u001b[0m \u001b[1;33m=\u001b[0m \u001b[1;33m[\u001b[0m\u001b[0mindexer\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;32mD:\\Program Files\\anaconda3\\lib\\site-packages\\pandas\\core\\indexes\\base.py\u001b[0m in \u001b[0;36mget_loc\u001b[1;34m(self, key, method, tolerance)\u001b[0m\n\u001b[0;32m   3080\u001b[0m                 \u001b[1;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0m_engine\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mcasted_key\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   3081\u001b[0m             \u001b[1;32mexcept\u001b[0m \u001b[0mKeyError\u001b[0m \u001b[1;32mas\u001b[0m \u001b[0merr\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m-> 3082\u001b[1;33m                 \u001b[1;32mraise\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[1;33m)\u001b[0m \u001b[1;32mfrom\u001b[0m \u001b[0merr\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m   3083\u001b[0m \u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m   3084\u001b[0m         \u001b[1;32mif\u001b[0m \u001b[0mtolerance\u001b[0m \u001b[1;32mis\u001b[0m \u001b[1;32mnot\u001b[0m \u001b[1;32mNone\u001b[0m\u001b[1;33m:\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mKeyError\u001b[0m: 'job.title'"
     ]
    }
   ],
   "source": [
    "df_产品经理_广州['job.title'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "1e5f3301",
   "metadata": {},
   "outputs": [],
   "source": [
    "# 数据准确度、价值提高"
   ]
  }
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